Dec 29, 2023 · We demonstrate our method by learning the stretching dynamics of polymer chains containing up to 900 degrees of freedom, condensing it into a ...
Aug 8, 2023 · Here we develop a platform based on a generalized Onsager principle to learn macroscopic dynamical descriptions of arbitrary stochastic ...
Duration: 59:44
Posted: 5 days ago
Posted: 5 days ago
Here we develop a platform based on a generalized Onsager principle to learn macroscopic dynamical descriptions of arbitrary stochastic dissipative systems ...
Dec 18, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...
Aug 8, 2023 · Our machine learning approach addresses this by simultaneously constructing reduced thermodynamic coordinates and interpreting the dynamics on ...
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Jun 8, 2024 · Bibliographic details on Constructing custom thermodynamics using deep learning.
We present an algorithm to learn the relevant latent variables of a large-scale discretized physical system and predict its time evolution using ...
Jan 3, 2024 · The proposed approach overcame this challenge by learning a macroscopic thermodynamic description for specific microscopic dynamics through ...
